AI Visibility Index: Metal Finishing Services in Louisiana

When a buyer asks an AI assistant for a metal finishing services supplier in Louisiana, these are the companies that get named. This is what we found when the cell was last measured.

57 companies tracked
Last measured September 30, 2026
Next measurement October 30, 2026

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The headline numbers

Never named by AI

48 of 57

companies never appeared in a single buying question

They were asked the same 5 buying questions as everyone else in this cell and were not named once.

9 named at least once
48 never named

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Cell average: 0.26of 15
Across all 57 tracked companies.
Top ten average: 3.5of 15
The ten most visible companies in the cell.

A company's score is how many of the 15 measured answers named it.

The top ten in Louisiana

These are the companies AI assistants named most often when Louisiana buyers went looking for a supplier in this category.

Top 10 most AI-visible Metal Finishing Services companies in Louisiana, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Anode, LLC Louisiana	Louisiana	12 of 15 answers
2	Aerospace Metals LLC Louisiana	Louisiana	4 of 15 answers
3	Machine Tech Services 25 employeesBroussard, Louisiana	Broussard, Louisiana	3 of 15 answers
4	Moore Metal Plating 5 employeesBossier City, Louisiana 2 name variants Moore Metal Platingmost common2 Moore Metal Plating, Inc.1	Bossier City, Louisiana	3 of 15 answers
5	AOTCO Metal Finishing Louisiana	Louisiana	3 of 15 answers
6	Cenla Powder Coating Louisiana	Louisiana	3 of 15 answers
7	Leading Edge Manufacturing LLC 24 employeesYoungsville, Louisiana	Youngsville, Louisiana	2 of 15 answers
8	Sol's Pipe & Steel Inc. 103 employeesMonroe, Louisiana	Monroe, Louisiana	2 of 15 answers
9	Raney’s Metal Refinishing Louisiana	Louisiana	2 of 15 answers
10	Electroless Nickel Plating 8 employeesHammond, Louisiana	Hammond, Louisiana	1 of 15 answers

15 more companies were named at least once. Companies outside the top ten are counted in the averages but not named here.

Also named, based in another state

AI assistants named these companies too, but MacRAE'S lists them in a different state, not Louisiana. They belong to that state's ranking, not this one.

Company	State	Mentions
Surface Techniques	Texas	6 of 15
Alexandria Metal Finishers	Virginia	1 of 15
American Bright Works	Minnesota	1 of 15
Central Powder & Industrial Coatings	Arkansas	1 of 15
Hayes Manufacturing	Michigan	1 of 15
Laforge, LLC	Wisconsin	1 of 15

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The five questions we asked

Every company in this cell is measured on the same questions, written the way a buyer would type them. That is what makes the ranking a comparison rather than a collection of anecdotes.

1“Best metal finishing services companies in Louisiana”
2“Who supplies precision metal finishing for small stainless steel components in Louisiana”
3“I need a Louisiana metal finishing partner for a 10,000 piece medical device housing run, who should I talk to”
4“Top metal finishing services suppliers in Louisiana for industrial OEM buyers”
5“Which Louisiana metal finishing service providers can handle high-volume automated line finishing with tight cosmetic requirements”
6“List 20 metal finishing services companies in Louisiana with their specialties.”the roster question

Each question is asked more than once, which is why a company's score is out of 15 answers rather than out of the number of questions.

Where AI drew its answers from

These are the sources the answers in this cell leaned on most, ranked by how many of the named companies each one stands behind.

macraesbluebook.comDirectory
2 companies
thomasnet.comDirectory
2 companies
zycon.com
2 companies
machinetechservices.com
1 company
aerospacemetalsllc.com
1 company
surfacetechnique.com
1 company
aasbrla.com
1 company
alexandriametalfinishers.com
1 company
americanbrightworks.com
1 company
anodeinc.com
1 company
anodellc.com
1 company
aotco.com
1 company

45 sources were cited across this cell's answers from 38 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Louisiana in context

Louisiana ranks 11th of 27 measured states in this category. Each bar is the share of that state's tracked companies that AI assistants named at least once; across every measured state in this category the share is 11%.

Louisiana (this report)Other measured statesCategory average (11%)

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